fraug 0.0.1

FRAUG (For Realistic AUGmentations) 🐸 library

FRAUG

The GitHub repository of the FRAUG (For Realistic AUGmentations) 🐸 library!

🚧 WIP

TODO

Methods	Sub-method	Sub-submethod	Interest of the method	Pseudo-code for French	Pseudo-code for multilingual	Rust	Example
Lexical substitution	Thesaurus	Dictionary of synonyms		🟢	🔴	🔴	🔴
		WordNet		🟢	🔴	🔴	🔴
		Wonef		🟢	🔴	🔴	🔴
	Word embedding	Gensim (Fauconnier)		🟢	🔴	🔴	🔴
		FastText		🟢	🔴	🔴	🔴
	Masked language model (BERT like)	Random		🟢	🔴	🔴	🔴
		POS		🔴	🔴	🔴	🔴
	TD-IDF			🔴	🔴	🔴	🔴
Back-translation	Marian (Helsinki-NLP models)			🟢	🔴	🔴	🔴
	M2M100			🟢	🔴	🔴	🔴
	See if other models have appeared since			🔴	🔴	🔴	🔴
Transformation of the text surface				Not relevant in French, will have to be done for English	🔴	🔴	🔴
Random noise injection	Spelling mistakes injection			🟢	🔴	🔴	🔴
	Typing errors injection			🟢	🔴	🔴	🔴
	Unigram noise injection			🔴	🔴	🔴	🔴
	Noise injection			🔴	🔴	🔴	🔴
	Mixed sentences			🔴	🔴	🔴	🔴
	Random insertion			🟢	🔴	🔴	🔴
	Random swap			🟢	🔴	🔴	🔴
	Random deletion			🟢	🔴	🔴	🔴
Cross-over augmentation				🔴	🔴	🔴	🔴
Manipulating the syntax tree	Time manipulation			🟠	🔴	🔴	🔴
	Gender manipulation			🟠	🔴	🔴	🔴
	Number manipulation			🟠	🔴	🔴	🔴
MixUp	Word Mix Up			🔴	🔴	🔴	🔴
	Sentence Mix Up			🔴	🔴	🔴	🔴
Generative methods	Generate paraphrases			🟠	🔴	🔴	🔴
	Complexification			🟠	🔴	🔴	🔴
Text simplification	Text summary			🟢	🔴	🔴	🔴
	Simplification			🟠	🔴	🔴	🔴

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